{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hackathon #5\n",
    "\n",
    "Written by Eleanor Quint\n",
    "\n",
    "Topics: \n",
    "- Batch Normalization\n",
    "- Residual architectures\n",
    "\n",
    "This is all setup in a IPython notebook so you can run any code you want to experiment with. Feel free to edit any cell, or add some to run your own code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We'll start with our library imports...\n",
    "from __future__ import print_function\n",
    "\n",
    "import numpy as np                 # to use numpy arrays\n",
    "import tensorflow as tf            # to specify and run computation graphs\n",
    "import tensorflow_datasets as tfds # to load training data\n",
    "import matplotlib.pyplot as plt    # to visualize data and draw plots\n",
    "from tqdm import tqdm              # to track progress of loops"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Batch Normalization\n",
    "\n",
    "During training, the `tf.keras.layers.BatchNormalization` layer normalizes its output using the mean and standard deviation of the current batch of inputs. That is to say, for each channel being normalized, the layer returns $(batch - mean(batch)) / (var(batch) + \\epsilon) * \\gamma + \\beta$, where:\n",
    "\n",
    "- $\\epsilon$ is small constant\n",
    "- $\\gamma$ is a learned scaling factor (initialized as 1), which can be disabled by passing scale=False to the constructor\n",
    "- $\\beta$ is a learned offset factor (initialized as 0), which can be disabled by passing center=False to the constructor\n",
    "\n",
    "During inference (when calling the layer/model with the argument training=False (which is the default)), the layer normalizes its output using a moving average of the mean and standard deviation of the batches it has seen during training. That is to say, it returns \n",
    "\n",
    "(batch - self.moving\\_mean) / (self.moving\\_var + $\\epsilon) * \\gamma + \\beta$\n",
    "\n",
    "self.moving_mean and self.moving_var are non-trainable variables that are updated each time the layer in called in training mode, as such:\n",
    "\n",
    "```\n",
    "moving_mean = moving_mean * momentum + mean(batch) * (1 - momentum)\n",
    "moving_var = moving_var * momentum + var(batch) * (1 - momentum)\n",
    "```\n",
    "\n",
    "As such, the layer will only normalize its inputs during inference after having been trained on data that has similar statistics as the inference data.\n",
    "\n",
    "Let's demonstrate how this works:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Only create the variable if it doesn't exist\n",
    "if 'batch_norm' not in locals():\n",
    "    batch_norm = tf.keras.layers.BatchNormalization()\n",
    "\n",
    "shifted_data = tf.random.normal(shape=[64], mean=-1.8, stddev=4.3)\n",
    "print(\"Shifted/scaled statistics:\", tf.math.reduce_mean(shifted_data).numpy(), tf.math.reduce_std(shifted_data).numpy())\n",
    "\n",
    "# This will always surely \n",
    "normd_data = batch_norm(shifted_data, training=True)\n",
    "print(\"Training batch normd statistics:\", tf.math.reduce_mean(normd_data).numpy(), tf.math.reduce_std(normd_data).numpy())\n",
    "\n",
    "# The first time this cell is run, the statistics will be almost identical to the original data\n",
    "# The 100th time this cell is run, it should be close to the statistics of the normalized data (i.e., 0 mean and 0 std)\n",
    "inference_normd_data = batch_norm(shifted_data, training=False)\n",
    "print(\"Inference batch normd statistics:\", tf.math.reduce_mean(inference_normd_data).numpy(), tf.math.reduce_std(inference_normd_data).numpy())\n",
    "\n",
    "print(\"Moving mean:\", tf.reduce_mean(batch_norm.moving_mean).numpy(), \"Moving variance:\", tf.reduce_mean(batch_norm.moving_variance).numpy())"
   ]
  },
  {
   "attachments": {
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UHlVk8oJmjrK+yhsq5NI76z2TL+qW56sxvrz1FWX27uf1knwF7B7aG19uTftecm9FC/HzioQ+V//gsELR84qlHBU8X6DWgZ9AAWhvBDWAxWhe/z8v9ZGONbzl9G0tDD1ZM99nNbeh+vhXNd7XWX2evinldTcVuc4vig6cVs/O5w4/up4b1ERqRZ7qU0p9rO6qc51SJFtR3TbTioXfVO/2ORo6OnVy/Kr8owQU/k0txcN6/fGOQ87/sJ4d+EGLxYruzlXy3BMNfp/Tmsj7wQpqfFeZ+R81/P5Lu2urmesro0hPzecfek+xoq+j2kwOqLvmGr4150pBvYeeufP+Lmv116/0fPcBf/eREV0O4l74B6DW4T5jFygAgURQA1iM5rUO+SmdrJ2rE2PK+HWlPep/oHa+H9OZ5IbqkvtOJ2rGcmwgJU+HKP+rmc9eVlfdoUCHet/+Xn+5fgufzqioOD9S9Y9ow8dr/7F3fqFtVWEAfxHFP11jN9ZmQ6YI+0cdOEtdWRm2D/tXBw61nS9SO5iMCcLqEFmL7KHZ9tBOBMmGwjpFGvZg48sShJEiLOJaH1YfGsYSWEunSzG1XbPE5Pb+xG33oae3l5xdN9Lk+8F5au89p6SHc84v3/edMGnNsRqpn+mqX1l4H5WNdI/cwZkEPe7+Lut/pkhEjUEq2qeILM3/r7aLTBo4cJdohxf1uc3+SUxAnzkibdXK+3bcl1/FOocqfcQByDN54W0qHftrJZRGkLVOkBQoQRCWMSJqBKGMkc2rDrfwv/yU1uFOxUycYrX1rINkccYk2b9DecdaDo9kWZL0MN2KcNBuG7sYTpuPQdSYpCOH8Sj9u27vDpEteKz/kL7WyxvPP0xfDZyM5x6FqFE/7yIQNQaT/ub/5fOp3BckZTqou9gJVrkVpRazQZrUdzUESEHxzqF7osYgGWi9L2lE1MhaJ0hhYUEQShoRNYJQxsjmVQeD8TN1qN+U1/YntQSL+1SFaQabPQuff+ZjRvLYY1znZO1zNv1uorUvyMhECqtOjpmfI5m4yg89S6Qb1X/FTePRihozdZEm24iEXi79Nn6/3s2DGjiTv1/m7JEGKmz+tneO99Dj8z1ovXwXyxQ4Vi/7j3awftE7X6DxSB8DoTCh8CDnfYdoXLNEFEntl9ycB3tyxP0d7Nq9B6vtfG3t4pSZDY3Wzxe3ti8YzVIEosaSl0pb08yHvn5+jI5y4149pxmSEwliI5cZOHOQVyvt08feDM84mJoxularz9TRN2Ggh8ls8C3lPR6agtNAEc+hyhNcHetls1161YbtNG6oElEja50gUTWCIJQQImoEoYyRzauFi4iY5iCzFMJfDGyzDnsuDpyZIVrV59t/IYcdWUaPbbL5Zv84Ued6KhipIY5uVMe7gvr+PzEfmaiZIbRvJao42XthAsMp9SbyKeuVcdb5JzC1BYW9QKg7FmI8a4KKMUWkc+tS0qEMbn16IGosmdbi49JYijw4k73O2RYvT2hEyKii1GqruseYR0FXdD75HqG0CUU9h2rw1qjy8hzXpvMAYEmisZ/4+vsYWQRZ6wQpLCwIwnJGRI0glDGyedVA+VZfKQasK1gcInN0ixpX0xqZsx9u4jTrXKRfMBumVU3/qepkJOfi0K+ZkuI5eIUMoJ+Cs5/BGdOlqNnK0cgUBk6kGGyx5JIi8Epe1OS44dvOuhYfocQcJhpkrvBBlV4qofnHOTbbRqO5THtqGyIDRT6HFhbHXn/sVyRoRtY6QVKgBEEoXUTUCEIZI5tXXXKMdr5kVy9EX7CobVuAafT7V0WRc3RKM/5bBoVjMhNUDowOYsitqEmHD+hGGqkHcFV+uRA1W/lk+A6FYCa/pX7R8+8TyZa6qMF9KqHWzUtTDDSsQB1nVyzvIu3JS3v0LlDsc0gkjax1AoCkQAmCUC6IqBGEMkY2ry6u6dYqBmwQ972yQCJUr1FvnTlAKI0zZpyemgIjN1IBXlejUz4aJocGGqlW7g/9eWLdytXlFZ8TMymQJOe3PGtfQFhjrIqk0U2nUa8kF1GjMZcsuaYhWpT556K+U9HPoQU1bgRZ6wRJgRIEocQRUSMIZYxsXi10r9jWTb9Qi67u4JvwGWo1rlxWr+V2LoJqMh3YaRt5oM/fDDavKECguD30zxLa7XG6UtvF8zpjXcneYAo95rnlb7CLtBJRo3nNfIUvoSE9VNmif8W+p/MaBiyDOfRf28P522JpZK0THgOOtcsEQRBARI0gCLJ5LTLmiLRV66XoTAcWpsbUnCJu3lYiQNTIAOdbo5xremSIttcov3uIaA5NrGigjTbX/5aqqFHGqic6VNkiosa5U3bpihruEu3w6qYSqfNHFS/LYA5V0RSYwkSQtU4AJAVKEISSR0SNIJQxsnl9ODKRdq1iwOrvP905yjxWjQ41Mkfj1qgtF7DvdZw+r/K5VvqI4/6Qqab1uD/0q/V3VKFFYZgxuiq00kvcCwpVtoioeQyiBozRz/DYFQTWTY178TTxeaBk5pAga53wL3v3H1tVecdx/B+jm0ULhQBdWQSn0C0QnC4yIiGKURDYohOo/qPIFpPaLWaAWXQUY2JL9oeULEuKGQt1yQIxmTCzrBWrrZvWIV0yrmYtpLcL7Wi3S9LClWsv98f5zFaOwtNzD7c93MvpOe9X8v1Hey+395zD8zwfnh9sLAwgKAhqgBCj82rwcHJM7tAkqc6aCsclTtnulzQr35k5iRatzTccSrZrg/n5ZqxUdV296uonWjv15F3TXQaN3gaZ7jMe7lHjYFYG99N5zO+HoOYaBjWW0p+d1/DgKUV7o+rufE/NLS1fVVONbncJaryfvua+7Gl+wylZUoCeIdDWgVk1AIKCoAYIMTqvBk+bxz6sQ3HLZVBpbhps7nfjHi6kOp52W27lPlPBexVykOm+h8iWdiXyuB7NVRVO3w9BTVGDGkvpoZN6//XdeuZHy1Sez700maBGaUXr79B1bvs15R8CBusZAm0d2FgYQCAQ1AAhRud1ksyNRs19MswNU82ZN8Y+GK7HdJuzcuxasEd9Vh6BR0FquRoHC7FsI662xyocjiP+QHFLOXyqY8/dOf4zLj+oIYmgpihBjaVk3xHVrbvVeI9CBTWS1b9H86/P8wQ067QaF5fkmAEXtGcItHVgCRSAICCoAUKMzqsH9kDO3BPFJdAxllsY+9eYM3Pcl3rMqu1SNp/TdOwqrdSKNQ9pted6RNW/PalkoQb9yY9UM8+hQzxvvV7Y36LO7qiivb2KRiN6//VXtPmumY6D4F3RlERQU4Sg5oJONT2qUvt1RQpqzD1nzGfHPdS5WcsOntGYID5DoK3D1b5/mFUDwEBQA4DOq0/ZA0W3Y4Ljal5XdsnPLNDWSMphvxv3mTnmQNM8rcZ92YY5U8fPg34p1VWnhZ4G+3dq+7FPJYmgpuDXLK3Te9c4X4fSpdpQ+zv9qSOinv4ziicSSpjV/5pWTDqosRQ//PCVN/U2Nu02Ap1APkOgrUNBZtVwXDeArxDUAKDz6lfmANAMUMw9aMwgxxZzPqbbbX+Nkl8oks1zkGmeWOPnQebIB3qqzENIM+9xNXYlJImgpgjXLNv3a31n3HUo1+qGo4qlrYKc+mS+fv2VNvW2Tmn3AuNnfmAf2x7AZwi0dSjUPcTyJwCXIKgBQOfVt4yZLsbSJodTndY5DRCzGmhc7hDEmMdym0GOm17Vld7g/J6+HWSm1F275LLXVTz3DyXin+hA7SYtLM0V0JSofGWNGo70KJ7RKIKagl8zc38lu8p0794+ZQp2PLfpvNqq5rhsIm08o+aMtcA9Q6CtQ4Fn1XAfAbiIoAYAnVf/cjom+Ft7NWAEMMayjDwCnyX2oMzhWO4KVXcm5e6sDq262biuK7U/Zkl+HWSOOwHrcTUnLMlmpXR28JR6Ikf1Yec/FRnbq2ZQw8mMPwbEYQtqshFtLTHu/dkvqTsrqaBBjXnbPKuvOYelzrPebqxWR0qjgvcMgbYOzKoBEBgENUCI0Xn1Kq3u2socgzlzJox5yot74LOgcSDHZsOb1TYiF0ZIZB5f7NdB5mhYYS4z8etnLXBQY4Z6vrxmRshibKZdnKDGfHbME9GyPaqbf0OO2WgBfIZAWwdm1QAIDIIaIMTovHpg/Iu+MZizZ8K4zzYwj98299pw+u9V7RqRC6dlV3Z9//eKWf4cZCbbnnCY+eDPz1r4oMYMLHz4PfQ3aI7xmb++LaKsJiB+WPd6+L2NsNTYKyrl8Azcpq2RCxoTwGcItHUQs2oABAZBDRBidF49Mpfs2FXVqjPH7AAnv3/JT3U8Pf5kmv8eNZaXlGltXoN/czaBXRXa1DLsz0Gmw8C/dM1vdHw47b/P6iGoyS+wMPcz8mEw4PVUpEy/mtaVuxzP7W2vqFm17+pobWWupVnBfIZAW4dRzKoBEAgENUCI0Xn1wHVT1eVa/cDcvAMW571o5mj95oc12+VY4TyPLzZqmWqPJzQp6bPq648r43mQ6T4oNuumRSu0es1DX9TGGu2or1fdxdrVeFB/aWnRWx0RRQfPKWVNwaDGDPvMPXr8GNQ4fuYHtD+WnWBI4z2okXVajYtLjBOaylVubAZ8S32PshoTzGcItHUYxawaAIFAUAOEGJ1X78x9ZJzrQR0YtuRuWIdWTTdeN8EZC6bsv7V78TSH91qizQciGkpburK04r1/1f5frlfF2GufUFuyMIPM5PEXtdB+zaSrTAur6vXG8TNKT5WgxtjPyK7SjX9UzPwoVkJ9H0c1nLnGQY0uKLLttvHff+UOHcsZMFlKDbRo+90zjdd5DGpkaejgGvO9cp8GFeBnCLR1GMOsGgBTHkENEGJ0Xj1wnQ3jfBKUO0uxppXGa71vMJsZ+IPWzsjxnqVLtWHbK9p/uHlsRkpPb6+i3Z1qa/mzDjTWa+vm+3V7qfm6TWpOFGqQaSnRtU8b5tmzI7xUiSo27lNXwpoCQY0ZNJjX6KWx2UMvb3v04jHlt2lHd/qaL7WxBl7VYqfPPG+9Xmh6V5HRU7kSCcVj/eo+dli7tywzvqOZun3RXM9Bjb187D63+2HxqxqwNCrgzxBo61AMra2tOf++AQCCGgB0Xn3BfTbM7PqoLOVhcK8WGK81TpPyOND0WN5mAxTns5pVWaeulN+DGkkjH+ipMtffxXxvH+yJktapPSsneW3Ktfa1XsWaN3kMamzn1VY1J5+QM/DPEGjrUBS5nvGxEAcACGoA0Hm95iwNH3wwR6etQtWdSeXFiqpurodZOS4yQ3/XK+tu9TbALF2uZ94cKMD+GsZg2FxKE7+gZCKhhF3Dg4r29n5R0Yg6Wg6qcedPtOIbzjNxpv/0mFJ+D2ryXvrlnxk1X0ioa88PVTqR+2jGg9rVeVaW8ed6Pe0q1VFtb+Bt1BodGLI0JuDPEGjrUDSj9w+zagAQ1ACg8+prib/pKaclOzNq1JFUntLqa3zAGPCP1jQtbvyPLHmV0lBXixpqVqk874Hlt7W6pl5NbSeM/Thyy0Se1/TL3ucO7e7PylXqE9VWTnPc7yRv1nl1733EDg3MTZi9flZ3sde05LL3WaDqzhFNVCb2nupcw4AyLdzyppcjogvwPVhK9h3Rrqqlusk9pFB1U6diaSvHsezTtKTpf5q0zEnVGffQWK06rLguCvIzBNo6XIpNhQFMaQQ1QIjReb3aMpfP/EhcUEYTZ6VHxl5v12dpS1edldKnsX71RD7UWy0tar602jrVPba/SFqWTPn/Dvl//rSi9XfI3Mfj0DlLE5dS986lxnvN1ZMdIx4+a54yF766bsmMvMgkzqgvGlHHkYvX5MiHikT7dSZpyaOCfg9W6pwGTnSqzbifTricyJVJfubxO7Nl1NfwPePaz9T6lnOSFPBnCLR1cMKmwgCmKoIaIMTovMIXHI56nlXbpawmx+p+USUOy5AQcNku7Zht/n22WW0jQsjR1oFZNQCmGoIaIMTovMIX7P1dzH19CGow2eVbdlW1i5wGtHVgVg2AqYagBggxOq/wAXufEk+b5bofc75AWyMpIcjsU5/GB34AbR2YVQNgqiGoAUKMziv8IN35rMzTem6p71FWk5D5l2rnG/f0jc+qMy0EWfyw7rue6w7aOjhiVg2AKYegBggxOq/wBXOQPVZ3anvHWVmagORJ7V1XruscQh/OywmyrAYa7xm91uY+R1x30NZBErNqAEw9BDVAiNF5hT/E1fZYhcO9WKKKdS/rjWO9isWTyshBJqFY70c61PBjfbfUoZNcWacuVj0FW7ZHdfPNa1+pHd1MpwFtHYpm9J7iPgNAUAOAzisCJN6iTTPse9CtSlR+1/1asajsyj+76Gd6Z5g5FUHnuInw/F8pyqUHbR2KqLW1NWd7BAAENQDovGJKysTe1va7Z9r3oYcqUcXGfepKWELQGZsIX6z5DafE1QdtHYqM5U8ACGoA0HlFAFnnFW3fp5+v/OYkApoyLayq1xuRIWWEUEi2a8O4++AeNQ4ynQa0dRiPTYUBTBUENUCI0XmFn2XigzrR2a5DTXtUV79D1RvXa/Wah2TX2s3b9XL9Hu0//LY6Pj6tsynmUISOdUbv7NyitV/eE8+rsT1GUAfaOhiKdq+x/AkAQQ0AOq8AANDWwS9Y/gSAoAYAnVcAAGjr4BMsfwJAUAOAzisAALR18AnuNwAENQDoTAAAQFsHH2H5EwCCGgB0XgEAoK2DT7D8CQBBDQA6rwAA0NbBJ7jnABDUAKAjAQAAbR184vN7juVPAAhqANB5BQCAtg5+8fn9RVADgKAGAJ1XAABo6+CO+w6A/xHUACFGJwIAEHS0dZCJ5U8AfI6gBggxOq8AgKCjrYMjlj8B8DGCGiDE6LwCAIKOtg6OOKYbgI8R1AAhRucVABB0tHXwoGDLnwCAoAYAnVcAQCjR1iE3lj8B8CeCGiDE6LwCAIKOtg45sfwJgE8R1AAhRucVABB0tHXIjeVPAPyJoAYIMTqvAICgo63DNcYx3QAIagDQeQUAgLYOfsHyJwAENQDovAIAQFsHn2D5EwCCGgBXo/M6+v8oiqIoaspXa2srQQ3kjuVPAPyFoAYIsYtBDUVRFEWFrghqcCmO6QbgJwQ1QIgR1FAURVFhLYIaFBEzuwAQ1AAgqKEoiqIoghr4BXslASCoAZAvX3SWKYqiKKrINTbDASgiNhQGQFADIO81077oMFMURVFUAYrBMf7P3h2/xF3HcRz/Ayr6D044NR2y1JDZYFkuWoPF+iEEkwmy9cOQRoS/hCtotoK4H6L2gxr94EXgpHBBSjEk2lZxBsqgibcfPNodejbZaTsN73Z3rx3iHTrvpgd6e3vf5wPev4ybyOcHP1+ffr+frxmcUwOAUAOgkOem1yZ9AcEwzF5O/jBq4ntjGCdMer/jF2NsQagBYAmhBgCAdVyoAwA4pwbA4xBqAAAoMYQaAHAmQg0AQg0AAAYRagDAuTgzCQChBgAAYwg1AOBc7AEACDUAABjDRToAOFd6D+B18QAINQAAWEKoAQDn4pwaAIQaAACMIdQAgHMRagAQagAAMIZQAwDOxoHCAAg1AAAYQqgBAGdjHwBAqAEAwBAu0AHA2ThQGAChBgAAQwg1AOBsnFMDgFBTFAktTvbrdH21Xh2YVelKKjxwUu76U7rku6ekAACEGgAAoQYAocaUZfn7T6nGVSZ3VYcuzz1QKUvODamtqkxuV63a+qe0IgAAoQYAwIHCAAg1JizJ190s91qkade3wbicIBH8bj3WlKup+w9FBQAg1OwTqbiWwnc0Ewik547m7pf2H1gA2MReAIBQs9eRxtWsjyaW5SSJmV4ddxFrAICL8/1kVr2VTz2y9k/r4MC/AoANOFAYQH6EGquWNXk+E2nqdGZkQc6TVPT6B2rIxJrzf/EYFAAQaowL6NNnt679M58FBAAbcU4NgPxKJNQ8iM5q6rfv9XXP+zp94rAOuMrkNjFuvXC0RZ3dffrF/5+S2om4gt521WQCRc9NxeRUMQW+emN9LWvV5g0oIQAAocYqQg0AG9I/8zmnBsCTCDWrmp/4QZ6Olw2FmdyTDQ2DoW1jzcpEj5oy/+e1bxR0+quPUvO60lrr2EfAAIBQs58QagDYkf75w34AoFihJqVY8KounjxoJMAUMM9/qYAeIzKiM1WZz7fIO8sBhFvWpeqsRiNOr1cAQKixiVADwA72AwBFCjVxhYbf0xEr4aXQOdSn0I7uHKnQ8b6AyBEZCd0dfFvZdXxzSHdTAgBwYW4MoQaAHewHAIoQapKKjJxVzab40aTO3p80fmtat/3+Hcyv8hwtzxFRGtU1fDPzue3ndkgL0aiii2EF1v7tb41fHVJ/d7uaKvOFmuxjO9uHiJe+kJ+baTZLheQ9VrG+RtV6a3BOtBoA4MLcFkINADvGxsZ48xOAPQ41K9f0btWG8FH/jrzTyypI8pY+Kc8VUc7pxqp2R/RPffiie/PXrzyhi74l5RX5UW3Zzx9Sl49zWHKJTX6shuw6degKj0ABAKHGFEINADsINQD2PNQkpj067KrWkZYuXfrZr2hShQsPqDnX3S7HBrWg3bKo0ZbnstGl9cKwpqIJ5XdfNzobNnwvXoW5VSSPiEZbD2TXqqbzGq/sBgBCjSGEGgB28IpuAPlDjSGr18/lfCyp7vNppbRbUlqZGdfvk//oXiyp7ST8HjVyN01Ggev1ijz+uAAAhBobCDUA7CDUALAfahTX1IXGHKGmTl2+/1V82TtEuJumIPO6/HoFawYAhBqDCDUA7MiEmlwD4CF79x8cZX3gcfy/u96p9cfc1LHczdVAQrhoA0rxgpoBmQawXGwHIgjDmcZ2CoWOINhykYwiSAlpjeC0INPWhPEu1GsT7xoL0wu14qGJhpzDj2PjXPYmyZnQZJroJgub/fF8LgZd9sezPElINs/u837NfP9R8uR5Fsiz++b7fL/OZqNQ06Xq/AyTULNOx70yl9TZIbO0pr5PsOZtWBe1EHRpyyUBAAg1lgg1AByGUAPA3qFmoF6rzdaneahWfTKV3Nk0tz+ut3zCaAROqTQ74vdwVb08AgAQaq6OUAPAaYZ/BnFPAGDfUONv3KrMuFCToYVVXZoKRle1lkacS+6OMwoKozOkczvyIn4fl+pQJ68eAKRNqAkOydvfLXd3v7wXAxO6jlzgoleenk61udvV1T94+fiEGgBpKi3uCQDSNdQE1Fqeb/LYU8EUfcD3q7V8QcR55Gnn2SFh9IJndyqX0AUAKfKmPKCu3/1E2zes0uIlS/Vg8ff1439tky82ovQ06+UnFum22PO/cZYWb/yFTnsNjZXh/T81v/YTbV07P3zc+DFNc9f+k3762vvq9hlTGGq8cr36Qvh1Wly0Qdsr6+TyGuPf4OB0jX5YtkErPjneklVaX/aCXnXzyDDgFPa8JwC4KueEmgTr03xlv9yGki94RjtzIs4jZ6fOURmu7TXMLlNLQADgePZ8U24WMB7WUe+VkNNzbJOywv/PbFynO6p6NGq+dh3d/XVNizmO9bhTj77cov7gFIQa7zEtjjufm7T4mEfj49HRJTfFX+OSY/IKgBM0NDSY/awb+e8AnMseoaa3JuIxo2TPwrB+DCtrWwuzQcbMp5Ztc22yexcA2EfqhZqAPqxerhvjznm8wcOQ9/xPtPhmi+NZjexNOtoTINQASGmEGgC2DTURuwTZ4HGji2raNJvAMAF8J74X9XuaualJfgGAs6VWqAnKc6w4HGmuPdQE9OGRfwzPornmcfNyVXUFCDUAUlaCLbpH7hUAnMsy1CQ3jNjgcaNgi0ozIs/lm3p9QJiInbxu36omSg0Ah0udUFOoX/z+x5o7hnBya2WHrsbX/P3EkebGXK0oq9Ybp92XFxH2Dqq/+wM1H/uFthfl6oaEM2ue03k/oQZAaiLUALBnqIkMIzZ43Mhw7dXsyHPJr9IFYXzadWje37IoMwCkZKi5XjeYRI0bH9ih357vkTdoyAh41d/ZoqMHNum+L87SE6eHlJD391pp+rjT9cra+Ft96DeUmCFfx2v6bvb1pq/dtCffl59QAyAFhUONyQDgXMkLNda7A9ngcaOQLlQts0UwSg/hdWrCI+8gK9gDcLbUCTWx4zY9ePAD+TQel9S8McP8mNWdCmqUvE3aahprlqimzyDUAEhJhBoANgs1Abn3Lbr8Id4Wj8j06fWV2RHnkqVV9f2aGC5VZIavcfyjqF4Dllud543lmJbXO36G+msfif4ehbXqFwA4V2qGms9r7gtuBTU+Rs9hzTM57k0lfxhzkDC6fmb6ONaXKttlEGoApCBCDQB7hRqjTS9+ZeQDvD0WnfU3acvtkeeyQC+2BQk118JVrlm2iHAAYA+pGGosgoqFgNp2zzY57iM66jU0dhf1dslt8cebflBdhBoAKcie9wUAiaV7qOk8qLy4WHCHHmv4WGaSfz7f1nGvCDXXuKDwqqjvUaBDnTxMBsC57PmG/Cqh5paNevuSxi90Xtu/EH/cvyo7r5DGJ9D8uD4Xd64Fquk3CDUAUo497wsAEkrvUBO5How9dlnyNnw7+lwyy9WqidKrt54vV0V55NijHY/eK+uAcq9Knt5z+WtqXBqyeF17T1Rqy6PLdJ9VGMpdpIeLirTq0c3aOXI+lTriuqSwSQlUs1TS4BEAOJU935AnCjWztPW0T9fC6HxBX4o77jStb/Zp3DyvaUHcMW/XE6f9hBoAKaehocHsvjDy3wE40xSGmi5V52fEx4OHatWnqRBU58ECk9krkyzUqSMrcy1CzXQt2HtOAY2R/5S258Qe6x6VHDipzoshJcefVFc4gwWFASAFQ83nSt6R/1rXKjtSYHK9harzGBo3w6XtN5gGE0INgJRDqAFgn1DTXaWFJkFiac0fNTUG9dZ37pyaHZ+G3teu+dMtYk2u1tRekDH6g8q9f5nFMZLhopo2zY4+j++ckE8A4EypFGqsAoY1n5o3TIu/3ht3q20SzvfWyg5CDYCUk2CL7pH7BQBnSn6oCc9eWRoTESZ2WC8GbD3D5659biVNX70em2l1PQtVdmpQ1vzqqF6rnJhIs7ranYzwZL1mTn6VLggAnMlZoSYcImLGNM1ZvFSLl4xzLJ6r2/7M9HwJNQBSDqEGgD1CTXi3p0ke2WVqCYxrLZXwwrrJFDhfqQVW1zRzrQ53+JVYSAPvPKP8mJlK+U+9K6+SwGqL7vDaPwDgTM4KNeHjTvwg1ABIE4QaALYINUbbfuVNdqTJ/Jqeaxkc4+5EUxtqpJA8DY8rx+ra5j+jxoGQzAyd2aP8mF8/d/ObGtDUGagvjrmGYr0+IABwJELNRA0efQKQPhL9XAPgTFMQaoZ0bkfepEaanMK9eqs3cI3bSOepwhVQ8vnV/tIK6+ss/LnaA4oS7HhFq2fGvBYrX1FHQFMqdPZZzSTUAAChZlLHfD3fESDUAEhJhBoAUxtqAqdUmh0fHvLK39PHAwMa6O+W2+VS66jHGf3HjoLhY8xR4aZ9qjvVrSGNQ9s+3WWLUPOJj9RYutA6SK1vkEef8jRoY+zr+tUDcgc09VzlmmWb1xYAropQk4xQc12xaj5wq809caOj3y9JhBoAKYlQA2BKQ43vxOPKjIsOa1TXZ+hqHBcTAm4dHuW23X7vuyqbP9308ShbsNtrCwAJEWqSEGrMd31Khesk1AAg1ABIv1DzsY4X3xEXHDLXW2/X7MiYEBNgzEeW7srNillwuER1vUHZhh1fWwAwRahJyq5PNzwtl6EoKXGdhBoAk3dvINQAmKJQ01er5SZbaFe4/LKS/JiwXEd6DU01o7dWa+K27bbeFcpWOg8qj1ADAA4MNT41b5hmcr2FqvMYipQS1xkONdHj9gNdhBoAaXhvAGAurUJNUJ0Hl8aHhftfUqchK8kJNTZd8Da8k5PlWKiyU4OyHdss1AwAlhz6ZnyyQo2hnqp8k+u9XU+c9itSSlxnONTEfT2hBkAa3hsAJJBGoSZ4XhV3x4aFWVpT3ydbiAs1y1TdbZM1XhRSX/06622755SqyY7v7LqrtJBQAwA2fjM+WaFGCp3+gf7C5Hq/sLtNhq5IjetMsObOA6/Jo7Ezel7Vgzf/OaEGgE3vDQDMpVGoMV1EOHubmnyyB9uvozIk9/5l1jtBrfylbNOXUua1BYBPOfbN+OSFGgWatf4vTWLELVvU7FdYalxnj17+8nXx1/KXj6s5oLHxNmlr9vXDX0+oAWDXewMAU+kTanpV91BW/Jbc+9pkyCZSIib0qG7lLMudoPJLT8omT22l0GsLAJ9w6pvxSQw1GtLpLTNMrvnzmnugU4YuS43rTLTmzq16+I1Bjdql/1LZHSORhlADwMb3BgDm0iTUGG37lWfHLblTLCZ4Tz07yrVqcrW62i3b7PsU99ou0Itttjk7AIjk0DfjkxlqJKPnsOaZRom7tPW9AV0bQ4GAkaTrNOR57evmceVLu+QKypLhOfnZTBpCDQCb3xsAmEuLUDOops3z4h/R2dwouzz1ZL7g7VyVttjnDIMdr2i11e5PMaFpy4l+2UHo7LOaadOFmgEgmlPfjE9uqJEuqXljRoIwMVvfPfqh/Bqj4Mdq+8PPtDn/b4aP8YBe7jGSc53eY1qWILDc+LV/1odBJRBU39t7tODymjSEGgApcG8AYCotQo2nXmvsuiX3VUNNllbV2yN0yNOgjdkxoevB5foHy3CzQofa/ZpqA/XFMef1bR3nHSgAh7Lnm/HJCzVhl07qm7ckjhM33P2YKo/9t3oG/DJkJihff5da3/t3/fTJ5cqKOt9pWt/sS9J1hqOT+fjrr2tXXbM6+gfl9Xrl9fSq7b1a7fqa2dfconvy79LnCDWA4zU0NNjw3gAggVQPNQG59y2KDwgP1comez1FcKkiM/I8Z+gbtX/SlBs4qe3zp0e/fvOfVYs3oIF3nrF+FCr7cR33hGQhuaEms1ytAgBncmyokRRs+7H+Lv7aTQNGZv4SLV6ydHh8VXO+eJ3Fr79Ji495knednmN62GJmjPW4XllPNslz/jndQKgBHC9BqBn57wCcZ3JDja9RW7Jj48E8bWkclP10qTo/I+pcZ5W7NKUCbh1emXuV8OJXR/Va622776+UK6ApElBreV70+eRX6YIAwJmcHGokQ762n4e3pJ64MVvPd4aSeJ2GvG+s103jPt/b9GDV/8ovSe7dhBoAhBoAyQo1hjz1JSbR4CV12mgN4SsuqmnT7KhzzdzUJL+miHFBdatiIs3MtTrc4Ve0QbU8tdB62+7ievUplgNfVwC4KkLNZIaaMO95vVx858REmhvztP6V/5Ev6dcZVN8bP1DWWM/35gL9sPkjGZJEqAFAqAGQ1FATPK+Ku2ODwSytqbffQ0+XBdV5sCD6fAtq1Kup8JEaS2PjyyLtOnPRIupYbNv97PsaUrL9SXWFM6K3ZT/Is7YAnMueoaZDz98W/2jOnVV/1OQJyet+UwefWKTbxhxnZmnxxuf1y7fd8gSn9jqD/S16eUOebrA853tU/MKb+tBvKEpnpW6NXZR4w3v8gwbgMIQaAEkJNb7GbfGP5NxdoVYb78rsO/G96POd/qzOhZRkfrW/tGLsOzgNva9d86dbbtu9pvaCDEVJ8to/d+q7J+z46BsAfMKpoUZS8JL6u9vV5nYPj3Z19V9SUEli+NTbcUZv/65OL1fu0XO7t2t90TItLtqg7bt367k9B1Vz9E01t3ap3xuQYcPrDHq6dOY/f60De4bPt2yDVixZpfVlz+mHB17V8VOdVw1KQd9H6ho5H7c6egYVsOXMYwCEGgAj7BBqQgMuHdu/WYW5GcrI3qYmn6wZnaoumJFCs2k+1V2lhVHn/Ijq+g0lT0DdNcXKiYkrq6vdCkrW+ur1mOVOUAtVdmpQUZK6m9YyVXeHBABOZdtQAwBIgFADwFzyQ02oTy0HSzQ36kP2DC2t6pQxntk0BdXqtvu/EAVbVJoRed73aOdZv5IjZLKL03Qt2HtOgTHtqHFAS+IDjelaN0nhKtesyO+d8ZRabDyrCgAINQCAZBu+BxBqAFiEmqFWHSpKtObJCh1q949xNs292t6SCsvi9en1ldlRoWRpzR+VDIHzlVoQu6ZM6UkNjCf4nNimuVaxZv4zahwIaXIZ6q99JPr7rqzXgADAuQg1AIBRhpqRewYA5zEJNUM6tyPP4kP+UzreGxj1bJq5pe9pSKkgpAtVy5K6Q1HoYrfO/mqr8uNe52LV9YUmaJ0b85Gz8hV1BDSJfGrZNjfie2ZoYVWXAMDJCDUAAEINgDGGmpB6a6w/5GfM/IZ21bs0EIqbTWMWA1KG4dqr2ZHX+eV9cmsC9J7QC+Xlqhgee7et0+qiFSr8+2yL13m2CorWqfRfXKMMXZfUWlM58j0qni7WfeHjJB53FT058uujxvMn1KuJ0K5D86J3rnqxLYX+MACAzUMNcQcA0gOhBoD1o0++Rm3JHvlwbT1yC7X52QM68pvf6Nc7CqMjTdFBuS4qtcStU7NcR3qNiVurZTyjaLSPC/Xr9aIsq+NZj8xytWoC9NZoaeRxc3bqHOvTAEgjn60fMDySFWpGft3wMVi7AADSCKEGwKgWEx46s0f54/6wP135m+vVnZKTJy6qadPsiGvJ1ur6PkLNBGx3nrvjjOg0ANJJ1C4d1tHGOtRYx5moAQBID4QaAJahJrxV9K/WmS1Ka/1IVENXSn8g9zduVWbsOjWTGGpmZs5Iw1ATG7zytPNsaqxUBABjEPmG2jTatLe3j4xRhprPfn04zgwPdgIBgDRHqAFgHWrCDHldr2rLA7Nk/eG+QFuqmnRhyO57cMta8Ix25kRc2+1b1eQXxvwIGY89AUh/4Vk1kzuYTQMAaYxQAyAu1Fjz6cKpf9NLpd/SktyMiPVpClS8qVyHj7vUl5KPOSXiV2v5gqhFfbc0ptpiO1MreHanciNCXt6+NqVBwgMAM5MZZJhNAwAOQKgBEB1qYMroqo5aCDdz/Qn5hNG5pJZt90SErhU60hsSAKSr4XDCbBoAAKEGAKFmcvXp9VWRj3yt03GvMBreBj1G5ALgMMymAQAQagAQaiZZ0FWhe8LBIUvLa3sFK4b6atdEBK4FqnCxwA+A9DccUJhNAwAg1AAg1CR1Vs3dFWplQdyrC55Xxd0RiwivqpdHAOAMzKYBABBqABBqJlmw7UUtCM8OmactjYNCYr7GbcoJv16FOtSRVqtMA4DVrBpm0wAACDWO4lJF5sjnn2sbRfUa0NUE1FqeN87jZ2lVfb+QOgg1lgbVtHnelT/kBdXqZvsic0anqgtmhF+rnM2NrE0DwHGYTQMAINQ4CaEGhJqpMfA7fWvmZ3/I52rjCR7miWfIU19y5YdB9ma9xeLLABxoOKgwmwYAMNZQQ6RPWYQaEGqmSEh99euuPNIz5xm1DAmRht7T9jmf/SCYrcfqWXgZgHMxmwYAMMbIz8//lNWrt54vV0V55NijHY/eK+uAcq9Knt5z+WtqXBrS1YTUe6JSWx5dpvuswlDuIj1cVKRVj27WzpHzqdQR1yUhdRBqRq1XrxfP/vQP/3Qt2HtOrL7yGb/c+5ZceeSpuF59AgDnamhoYDYNAIBQ42ShTh1ZmWsRasb5udJ/SttzYo91j0oOnFTnxZCQ+gg1Y+F9UxuzP/uLUKAfnWcFlk8EzldqAY88AUAkZtMAAAg1Tjf0vnbNn24Ra3K1pvaCjNEfVO79y0yPwVKq6YNQcy1R4v5KuZw+rSZwTj+6fzrxCgDi33QzmwYAQKhxur56PTbT6hGohSo7NShrfnVUr1VOTKRZXe1WUEgnhJoxC6q3tiT8l2Pu5jc1IKfq11ub86i4AGCO2TQAAEINIv+xP/GYuVaHO/xKLKSBd55RfsyjU/lPvSseaEg/hJpx8cm1t8DhBTOg7priT4PVDC3Z3+rA1wAALN94M5sGAECocbyQPA2PK8cq1sx/Ro0DIZkZOrPnSqRh0kDaI9SM20dqLF346V+SPG054aTtziJr7nTll57kBwQAmGM2DQCAUANJfrW/tMJ6J6jCn6s9oCjBjle0OubxqZyVr6jD6ctwpDFCzYTFmoXa/s5HSn+GvKeeI9IAwOjffDObBgBAqEHM58fEI2d9gzz6lKchvKFNeHz1gNxEmrRGqLlml+SuWqschyyme+X5ylytrvpAQwIAWGA2DQCAUIPLAm4dHuW23X7vuyqbP93k8Si24E53hJqJehTozM9UMidbi6o+VPoKqbuqUBlzSnTojEcAgFG/AWc2DQAgofLyctP7QXt7u5CGYgKM+cjSXblZMQsOl6iul5VBnYBQAwCAZJtZNfzrKQA4D6HGeYzeWq2J27bbelcoOAOhBgAAyTazagAAzkOocabwTk6WY6HKTg0KzkGoAQAgOZhNAwAg1CBCSH3166y37Z5Tqiav4CCEGgDA/7N3/6x1V2EcwN+C76HWpnRoEQcNWloEEVEXEyKRQsClg+CgQo2KJXRJC424iG4pxSKIWeL2cwkEu7QU/2A69ELTIaWBVHqbSnKTPKYXCc1N7C+KXs495/OB71JKWsKB58mXm3PokqqqfJoGAEUNj1iJxuev1r8ENfRNLLhDuBiKGgDoHp+mAUBRQ4c7MTV0sPYlqKOjs9EMSqCoAYAuqqrKp2kAUNSwZfnK2B7vqjkcw5ON8O5T/hQ1ANBdPk0DgKKGtrX5izG87fWnujwX783cDfKmqAEeai8CVVWJSBfSsYgn8X8SKSWQIneXFepeFe/0ddxF88ob8VptcTMQX930VHfOFDVQuL9+aBQRESkmChtSo6gpUHM2Pu7ft72A6R+Lq8utaP54uv5XofrejR/uuV04V4oaKFwqS7OIiMj/FL9SQvIUNYVpNeLC0OHHFC+rMT95ov7Z7hcmYq4VZEhRAwXbXFKTWJZFRES6nPadIJAKRU1BNm7H1JsdJc2BE3FhfjW2ux9XPzpe/2z3yHQsBblR1EDBFDUiIlJqFDWkRFFTit/j8mhn+fJinPn5QU2pU/Ns99i1WAlyoqiBgilqRESk1ChqSMXmPuaMFmE1bn458M9fcFq5Fmf699U+2/3Wd7djI8iFogYK9shi4BUaERHJNn4IJmWKmhK0YuHSSBzqKFeGJxuxFnuwNB1v174EdTw+uXI/yIOiBgpmMQAgd2YdqXNGc7e+yytO++LY2V+jFXu3duOLeHnXgqbzrhvPdudAUQMFsxgAkDuzjtRVVeUZ+Yy1fpuIY513yozORvPfFD4zp+KZurKm/3Rcbnq2u9cpaqBgllcAcmfWkTpFTZ7WHyzEL9++H0d3lCkjMbW0/h/ec7Mzh4Yuxrxnu3uaogYKZnkFIHdmHalT1PS4xZn4bHw8zm3m7KmTMTw4EK8/21dTphyJlwZPxujXc7ESe/FHXL800f43zn06Es8//Bo1eXrwg/bf35bzM7EY9AJFDRTM8gpA7sw6Urd5Fnc7o+2zSw+YG4+Du5cl9Rmcjmbsxd34fvCpuq9Xn/3jcT3oBYoaKJjlFYDcmXWkTlHT4xQ1KGoAyysAmHXkQ1HT4x5T1BzY/6SiBkUNYHkFALOOXrJ1LjsClEtRAwWzvAKQO7OO1ClqAEUNYHkFoBhmHalT1ACKGsDyCkAxzDpS5nwCihrAcgBAUcw6UuZ8AooawHIAQFHMOlLmfAKKGsByAEBRzDpSVlXVbuez/edAuRQ1UDDLKwC5M+tImaIGUNQAllcAimLWkTJFDaCoASyvABTFrCNlf1PUtM8tUC5FDRTM8gpA7sw6UrZ5DhU1gKIGsLwCUA6zjpQpagBFDWB5BaAoZh0p2zqTHQHKpqiBglleAcidWUfKFDWAogawvAJQFLOOlClqAEUNYHkFoChmHSlzNgFFDWB5BaAoZh2pcjYBRQ1gQYAdNqLVXIz5RiNuNG7FneW1KJPvA/ky60iVswkoagALAnRY++nDeGLb+T8S52+tR2l8H8iZWUeqqqqKP9m7o9C2qjiO448Ot5mNyWapPgx9GGNMRVGnY+heFFEQdNuLsjF9KR0oTn3qkILJKmK7t/ggrB0oxZdtLyabg07BTFgQ3AaOYSNL12amkHTp7prm3pyfNlthvbTZbpLVs97vB+5L4Z6cnPwv558foWee2qz9HUC4EdQAIUbzinvFVK5prPbrjJwmKka2cpI7ffW/QdFM+H5NwjpgKWOvg60IagAQ1ACgecUiqKqQeF/tc2qqTW8cG5eNcQ0BBeuApY+9DraaqcF5arNWswDCjaAGCDGaV7ReVr1t8xw1+sKgirIPAQXrgKWPvQ624mhuAAQ1AGhesQgyikbmaTwjMQ3LPgQUrAOWPvY62IqgBgBBDQCaV/x/Qc3mAeVlHzsCiqqcq5eUHjqpxMkzOpfJyzGaFaJ1ANjrEB7UJQCCGgA0CVgkFf0Ve95XUyu0se9v2XiGkBUBxUif1s2Zwyq9mixpVmjWAWCvQ4icOnWKugRAUAOA5hWLpaLCxd90IplUIvmz0pmiXNnJioAiE9NKghqAvQ6hwolPAAhqANC8ArYGFAQ1AHsdQoegBgBBDQCaV8DWgIKgBmCvQ+hwNDcAghoANK+ArQEFQQ3AXofQ4cQnAAQ1AGheAVsDCoIagL0OoUNQA4CgBgDNa9OMKhM5DWcy/10jypfK8tQA48op3honV5TjGjXEK6uUH7k1n6sqeQrEVK5p9PyvOt5/SNFYlzp27dXH0ZgOxgeVSF3Q6ERFRo0ycp2ixmpzy6nouDJqguconz2vVHJQ8Z6YorGZ6yvFB3/UUPqSxorX5ThOnWtaXtMBhavSyO9K9B/SF/s/0J793Yr2Dej4zFqV3MA1cOO2+U2mPtHyOXN4SFv7Mwu/n7Jnd1BjKpoYu6DUyaM63Nej6IF92t3ZpWisR739R3WikfryplTMXa7VezZf0g3XqDlG7uS4srPP82RFRpY9Q7Pzy02oPG9Jjutc8oh6o5+pY1+Xon1HlEhnVHSNwF4Hu1GTAAhqANAotICb/lDLmj5yelrn9j/hW+89GppSMOaK4ptXzB1n84DyupOqnMxP6uvcrrbaffWvlc/s0+H0uFwFU0l/pMicsZ5S70hVgZUvKxF7S+21MZq5VmhT/IpMIwGFua7hZEyvP7q8zvhr9HTndzpfqurOHKX2Ptbk+9muw3ljV1BjHGXPfK+u91701VYr6iur3jbf/avfVaJk1KhyqlMR32f4zpAj2foMPXn78+2pcPpzPRtZ4HXXduuijWfhL4C9DmHEPxIGQFADgOa1FfID2uRfq/WHlDWB0h51POhf70e0OzWlQHLfaL1vLss603JVh/ePTnz6klYGDgWWq33Ht/rTMYv464yqSme6fV9Em7xeS8oJOFev8Iu6nltz968R2aoD6UnVl1G0sfflrxlLghpPhVSvL8gKWF+7ftCopzpuKLW3Tf77NsZHZdSI6xratc433rab4Zetz1AkpmHNcDU68LYidV9vpxKOwF4HixHUACCoAUDz2hJjij/+QKAvd34m06O1tfuChCx+Rvn+bb4x2tWRLmtBzlkd8AUOga8NXTrrmEUIaoycoQ6tqt3XwmvHaZXveq7Tcv74Wi+vbuS1tujgcOVeBDX+z9uCoMbTaHx7Sz6fyJvHVDBaUPVitx5uNCj1Kx3TK/6xtgyqINn7DNWCGk/5wZ03QxqCGvY63Ne+/Je9swmJ6wrD8CYU+mOcmlAdpSRdVJNgQ2vERJSALvKjLSQlaLpprQFLa6GglVJiWrLwti7UUigmtKBpKUoW1W4yQyGMhWZKE7uIXThIRlBpbJTOVKvOMD/3rRVN8HjNN4c7ITPD+8BZxTv3Ru/hnPPM99PZSVFDCKGoIYRw82qfGKZ7SqF+U17cP6clWOynKgQxVO3YfP1TH2A0CmtiE/is+BmL++5HXfcwRmcC9+vkmNElzE3exA8d26QblX2FqdijFTVm4CqqLCMSunDt92ms1btZr4Hz5x/Xcam5HFkW/7cz5zvQYRjrowvf+UIJPqsTp1saUbjlM59HZXM3BlxuuNxD6DOaUJm/TRRJ8ZeYimMbIvD3NuL4iZP3x7FDBVtTZooq1/7NctR/gbEwHqOoUeWlMvKr8Y7Rjx+9Y7izVs9pAXMzk/CNXsdAzzm8km2dPvaqewHbEh9H+3PqNaXonolBDxOLw6eUz3GgajgIIIXnUPZF3BzvwgGr9KqiClQW5VDUcK0jacTq+8fW3IQQihpCCDevGuhFxFQPYxGJ8DcGjlgc9nQPnKER1KnXN/yKCKwIY6xtv8U3++fhFeqpxAIjaNmnPu9OlPX/BfORiZoFuF7bBVWc1FyZQexhqTeej1CoPGdp7wxMbUFhLRBK21yYDpsWt56Hp7VkO+mQ+V2fsC5qNmRarYFr4wFEIRCewKVaJ3YIETKCKF0buy+MIw4BSXQ+8QZcyyaQ0nMoD848VV5exu1gFGtsSKLxn/D19z6EQbjWkVSGHZ8IIRQ1hBBuXvWQvtWXiwHLgkWIzNEpapyLOs8SrIhPdmKPjfQLLLpRp6b/5LRiNGLj0K+ZkuI4dwMhAPopOKcxtGDaFDUlaPHMC929AhiqXZdLqsDLeFETwR2jAntqDbgml2BCg9ANvJ2jl0pozl7GATkaTT/tqX4EISDF59Dm4tiFbb+BQTNc60h6svo+UtQQQihqCCHcvCaPCMZaXxDqhYiCxXocGURQ8/6qKJKjU6rRezeGxDGxMFyHHYIY0jj0C9edFSKNxAO4Kr9siJoSfHjrXySCOfctyrZc/yY84UwXNclNJZQ7L81joHwn1Ods90VtpD050eBdAZDqc4iShmsdyRT4PhJCKGoIIdws2EYWLnIx4Bj8xkubJEJuvtp15qxcV8L0oyMvwciNwCAOq9Ep799CBAI2Uq3sHfqj8F1QWpdnfQqfiQSZQ9/Bp4UCwsKzSpJGTqdRW5JT1EhzSZBrgmgR5p9GfaeUn0ObatwQrnUkjWHHJ0IIRQ0hhJtX28gtttX0C7no6lF84+5BsWXLZbktt1wE1URw8Jhl5IE+/2CoeqcoUOwf+hfhOuEQWmrbv15+1l2oGQ5Ajzju9pZbRVpR1Gi2mc8yJjWkhyRb5Bb7jtbbiAFpMIf+HyfRd4+WhmsdSXcoagghFDWEEG5ek84SPPW5eik6wcHNqTF5n8Nv3luPAFEjA+SuUXJNjxC8DXnKzzbBG4E1YjTQPov2v5kqaoRnFT5HkS0UNQ+/KY7rihqswNvoFFKJxPmjipc0mEM5qBqchwnCtY6kO6vvHTs+EUIoaggh3Lwmm5CnQasYsPrzT7aOIa7U6LCIzJG7Rh28Auu7TqPbqfxdsw34Ye+QKaf1yId+uf6OKrSQGKYP7VlCeom9Z5VlC0VNUkSNRGzsYzjkgsByatzeTvjjADJmDhGudSQdYCFhQghFDSGEm1dbyIVrZWkSxmhzgWWKU9x3EbsTjcxZdqMmUTkUHsEZ9fmePYp3Owx0GLrjE7x1yCEcGjUOmVoRDxXonY1DQejOo/x+KGoeo6gxEV1ZQnB2Cv5JP3yjP8Pldj8Y/c14URA1NrqviWlPe3umYAIZNIcI1zqSDlDUEEIoaggh3LxqYK947CkMLZrCoXKjaLBa70aWCxFvk5xupUYqJHvYP2Tq1xBpHMEyJIJw1RdY/X4oauyJGn0xE5jAL1e78d7rh+HUeKe0RA2i8BsvY4dVvSZ9CZhZc4hwrSMpDd9FQghFDSGEG4bkIBcaVetkqAVT1cgbpQ6G0KZbjcpZG/+xd/+xUZYJHsD/MehSsFAI0K0XqbJQDSyoBBc1RGukpbAGI7SS3GLlLibdevGOlt2418GQ0KJ/2JLNamvOs2WTvfayOdvbXLYjnrb3w3IssxeZ3VxH0plNO0urQ9KBkZdOZ955vgdDVXz6TN/OPO34ztvvJ3n+2cyMT98f+zzPl+fHbcUnMSIsAo95K9uVg1z9QWYEfc8VKY4j/hgRgRS+wLkjD06v4/YujAMMarIS1AhER06jcfc90m9oBDUWRPAk1i6a5Qlo4iJaN+almAHntHeI2NaRnV3fMJjPIhExqCEidl41WQ/k5D1R1IGOvNxC3r9GnpljudRjpWsQiTRO07ktvwSPle9CmXZ5BjX/cAHR+Rr0R3+H2rsUA9u79uBn7W54fH74AwH4/d7rMzfeQPVDK5SD4BP+GMCgJgtBzSSGO55F/tT3shHUyHvOyO+OdahzJx7uuoQkJ75DxLaObIsnPhERgxoiYudVl/VA0eKY4Ah6dxfc8pliHPbGLPa7kWbmSANN+bQa62Ub8kwdOw/6gdhgI9ZrDfYfRP25LwCAQc2837M4LraVq+9D/mbsc/0j/nXAi6HgJUQMA4ZcgqfwWMZBjUCkZ6/1pt7Spt1SoOPId4jY1pF9MaghIgY1RMTO69yyHgDKAYq8B40c5CSFLI7pVuyvkfdTeBOWg0z1iTV2HmROfIwXCjRCmrsOoHXQAAAGNVm4Z4mRn+P+afehEGUtZxGKizk+9Un9/T1Wm3qLYTQXS5/54ZfHtjvwHSK2dWRrPJqbiBjUEBE7r/NHnukiL21Sn+q0WzVATGC0dbsiiJGP5VYHOWoBNObfrv5N2w4yY/C5Nn3je0VHfg8j8kd0uiqxPj9VQJOHwh21aDk9hIiJGxjUZOGeKfdXWlSAx9tGYM7b8dyyq+irWq3aRFp+R9Uz1hz3DhHbOrI7nvg0R8zJqdmZE4gLEDkSgxqiBYydVy3qY4LvbcOoFMDIyzKsA59NyUGZ+ljuItR4opjZZXSX3ind1x1oDwkANh1kTjsB6wB6DYGviBgujw1jyHsWZzyfwJvcq2YM4ahpjwHxQgtqEl4czpOe/VXH4EsAyFpQA8Q9L+MOdViqnvW2uAYDMdzgvHeI2NaRrV1f3sSgRlsU5+vuk67fCmxrHUYCRM7CoIZoAWPnVVccPleJajAnzYSRT3mxDnyKW0dTbDZcjb4JzEAOieTji206yEyGFdIyE7vWdZ6DGjnUs+U9k0IWaTNtnaBGIyyVTkRLDKFx7e0pZqM58B0itnVka7m7P42JqGHAiJr49kXQW75s+nUsd8MA2ZednqHcwaCGaAFj51WD9C/60mBOngkjzzZQH78t77Wh+t+r+jEBa/Kyq2T5wS8RErDlIDPad1Ax88GedZ3/oEYOLGx4HYItWC3V+Tt1XiSQhkgPHtf4u6WwVNorKqZ4B9bhsHcSSQ58h4htHdnb9ectt4IacRkDR3ei8Nb6fncnXAOXIaDGoIbs/wzlDgY1RAsYO6/65CU7yVL177h0LhngzPpf8mMDL04/meazs9LykgJUzHbwL88mSJYiVLrD9hxkKgb++eW/wPlw3H511Q1qrAMLeT8j+90z3VORzCA6dhemOJ5bf6+ola6PcNZVkmppljPfIWJbR7aWa8ueVEtL5YMRZAxqyP7PUO5gUEO0gLHzqk+9qep2lD21Jo2ARbUXzWrsqd6LVVbHClsfXyyVh+E6byAj8csYCUZgag0yrQfFclm64TGUle+6WfbXoqGpCY1T5URrF37rduP9AS/8Y1cQEzkY1Ehhn2KPHvsFA8o6P4X2UCLNkEY/qIG4iNaNedIJTYUolDYDvrtpCAkkOfMdIrZ1ZFvXn8EcC2oSGGnZkqLOleg1oMSghuz/DOUOBjVECxg7r/rkfWTUZSc6wwIzC6O7VOp8aMxYSEr8Cc0blyh+axOqO70YjwtYiyMS+E+0//0eFCW/exB90fkZZEbPv4r1yc/rlAKsr2rCe+cvIZ4rQY28n9FUyd//LwjJVREGRv7gR9j8loMaTMJbt2769S9pwDlDQE0gNupG/bYV0vc0gxoIjHeVq35PfRqUg98hYltH9pR7+9OY8DeV2HCQzaAmd9j1GcodDGqIFjB2XvWpZ8OoToKyIhDq2CF9V3+DWXP0V6hYnuI38zdjX90baO/pTc5IGQoE4Pd50Of+N3S2NuFw9ZP4Xn4ajav2IFPAGHwH++5Kzo7QLHko2v8OBg2RA0GNHDTI9+hYcvbQ8bpnp44pX4cGX/xbX2ojRt/GRlWd79qDn3V8BG9gDGHDQCQUhO9cD5oPPSxdoxX43oY1GQc18vKxJ2Z6Hja+jVGBGxz+DhHbOrKjnNufBgLhrp3T62wRNjOoyV1m6L/RdrQW+5IzmPdgX+1r+GefMY/PkE69FsbdZlBDtICx85oGjdkwq5r8EIC1sTYUS9+VTpPSHGhqFr3ZABp11SgljRiM2T2oATDxMV4osPhbpN/WpX8d4hg+uSPDe1OIilMBhHor5yaowVX0Va2eTcjp+HeI2NaR/eTWsqcpV3rwpKLO+c99BAOpMKjJTdLsF+sTOPWfIe16OR+DGqIFjJ3XbPzLUxFqPFHMivCjcY3OrJzUzPH/wRu779EbYOZvx49/M6q7v4b1YFheShOZvHms45clPAZ/IHCz+L0YcHeh9ehf47HvqmfiLHvpHGJ2D2pmvfTLPjNqbjIwePJp5KfzHC3fiROeyxDSf1f3tKvYQI1608JF5egcF0hy+DtEbOvIfnJvf5qvmZGhm23sazf3hOs9MwxDIDUGNTkq7UBE/xliUMOghojYec0K47/wgmrJzvJaDEQxS3GMtD6FpdPuyRJsbP0zBHTFMD7oRkttKQpnPbC8D2W1Tejo+1SxH4ea6X0Fy77xO1vQHExYVO2PcJUssdjvxIK4Cl/bM1JoIG3CrF9XtdApbPrG7xSjxjOBdJmh/0CjHAbIe/Ac+o3WEdFzfx0EoiOncaJqM5ZahBQ1HR6E4iLFsexLsKnjc2TMvIBG6RlKltIeRDDFye8Qsa0jW8q9/WnsjEFNrgU1zqwXAAY1RMTOay4xvznzw5iEifSJ+ASMW37nWlxgzokYvggFMeQ9g/fdbvTeWvo88CX3F4lDIEnrb7Cufxz+JvlkgEp0XxFIXwy+o5ul31qD5wcmdOtqzZz8+r5FTegwjUsY8XsxcHrqnpw+A68/iEtRAU3zeh1E7ApGP/WgT3qePp3hRC4zek3/miWZGGnZKt37FdjjvgIADn+HiG0d2VXu7U9jZwxqFlYgYtd63cCghojYeSWnUxz1vNI1iAQyI3yvIk+xDIkcLjGIhlXy/59Vo28CtMCxraMZcH+anMKgZmEFInat1w0MaoiInVdyuuT+Lop9fRjUkMbyrWSp6gdzGmJbRylwf5qcw6BmYQUidq3XDQxqiIidV3K4aN9Brc1yrY85L8ZhbwzkZFOnPikCPyK2dZQa96f51ok4rhkRhIIB+IOXEJGWjWc/qBGIXzMQCQXhDwxjNHwVxrU4BHTpL09O1im5rPYaouZCCETsWq8bGNQQETuv5HBxz8uQT+u5u2kICWTA/D+41krP9OKX4YmDnCzSgycW8b4T2zqyl9zenyaO0Jl/wht11ago34Wy3dU43Pxr/D5sQlt8HIPuNtTv34ylqTZhf+nneD9wFSILQY0w/gxPz5uo/9EjM2wUX4StP3oFb/V8grGo0Lquo6ffREPtcygr34WK6p/gjV/7EVXW60/o7ziKfSUFivrkoXBHLZp7ziMUF0iHOfYhWpqa0PhVOYrnH1Jc10Vb8fzx5GfU5bVOeA2h8Qxlq14JjA+8C9fNa369PIca1+to6w/BhKbkb3eg8cu/sXwvnj/yNvpDcQY1RMTOK+U41SB70YOoH7gMgTREL6BtdyFuU4Q+PC/HyRIYbX00ea+lfY5434ltHc2I+9PMJIDG/Ol1X9oUQOYmcfGjY3h8ufK6KMOIov1vwxtJzE9QEx1Gb9NeFFnWQy6b8Hz7/yJsztV1rUSvga+Z4/C8dWD29cp/FPWnP4eJ2Qiju1S6hhqluHVU4xnKVr1CaP9+nuJzB9BrCGiZ6EflIuXfyKCGiNh5pVwXQd9zReoO2u7jeO9cAKFIFCYUTAOhwO/Q3fJXeCBf0ViXNGKQq56cLTGExrXyvS9Bg4/TaYhtHWnQX/aU48/dHAc15ii6D23KbOC9fCdOnL86h0GNgDH4JsqWawYCJX+L3lB8ToMaM+TGj0uWZFCfJVh/5CyMNP77GkV6HjSeoazUKw6fq0TxuWV4oicMHRN91YrfXY3KvqsMaoiInVdygIgblbPqMOWh8KEn8diGAuvPbvgbfBjmnAqnU24ivPZ1+HnriW0d6dCfTZPDy57mOKgxg+iQZrymX9ahsusDvFumG9TEcbHroDRbRaMsfxYdo3HoBzUJGJ7j2KoVVhRiT88lCMxkBM2Fdgxq5rdeicDruFv12e1dGIeCzuykxTUYiHGPGiJi55Ucwgx9gPptK/Qb6ORU6XcwaAiQ00mbCE+VtS3D4N0ntnWUAk97ympQE4X3yH0zD6o37EruGfJW6y9wwlWDMot/jNEJaqKen6QOafI3Y5/rFPq8gZubCBtXER67AI/7XTRI++koZu9qXNdSHG+vw/oZr08jGhvr8Zfbiiyux9PoHE8gtTiGWx6Zo0BkHQ57JzWeoSzWSwyjuVj12R1oDwm9pftSuaPWgzg3EyYidl7JUcRV+Pvfwd/t+IsMGuYCrK9qwnvecZigBSHaj33TnoNH0TrG6TTEto5S4rKnLAY1MW9D6mBkw4vo9F2BCVkcEX8vXKVr5jaoMT5C1fIUy4Ze+i0uxgRSE4iO9KRcllR05BPEINFaerQCD9SeguezCQi5JoYf3S9tSfndZXXnYdridCWtZ0i/XupTQaWSh/tbL0IgXQKRnr2pQiKe+kRE7LySc5mRMXzq6Ud3x0k0NjWgZv+e5G79X5aK6nocbzqJ9p4PMPCHi7gc4xyKBUdcwodHD6Hiq2fiFbT2hxjUEds6mgmXPWUrqBGfof0Hd6aYhdKAc4bAzCYw1PYM8uckqJmA56V7lMuFKk4FYWKWjLOoV4Y15egcFxpBTboHKsQw9Nr2FN9/EQMxBjUpZ8DIpfgkRsQcLXtadQy+BI/nJiJ2XomIiNjWkW04Y9mT1iDbel+Q5dXojQjMjoBxrgHrNYMaEfoltqlmnxzqh4H0iNF3sFX+LXnZrfV11d/zRgTRuk0VhBXjsDfGoAayK+j94Qrlcd/NQVMj9JFPGmVQQ0TsvBIREbGtI9u4PmvGAbNpNAbZlift3IltHZ9BQKIR1lgHNXH4m7bM4fHM1zBwSLE58r1tGE3juupvTCxguA8ol/Ns7AgxqJnhlCa5rHQNIpHpsic58GFQQ0TsvBIREbGtI/twxrIn6A+yE4NoWKW6FtXom0AGEhjvOYD8NIIaqS5ag3NZ3PMy7phWl53oDIsMg5oHUX/uC6TNcKNCcU3yXD4IBjXTxc6gevHtmkuWQmj/ft7039j4NkYFGNQQETuvREREbOvILq6HMQ5Z9gT9QXboFDaqrkX1GcSQqcvoLr0z7aBGBE9i7bS6FKHGE0XGIj14PI0lR9J11QhWZKNovTdFeMWgRmES3rp1GpsAy8+2PIuJQQ0RsfNKRETEto5swznLnvQH2dG+g8rTGSvcEWQugt7yZWmGEgLhrp3KY6y7IwIZEz40LJV/cxnK3JFMr6vONWFQk4aE7xhWZnastnx6lLyZNIMaImLnlYiIiG0d2Ylzlj3pDrITGGlR7QmzBc3BRJaDmig8tUVZCyFWt4xkOaiZwED1GgY16RDDaC5WvKuLazAQy3DZU2kPIgCDGiJi55WIiIhtHdmFs5Y96Q6yY/DWFSuuxUH0RZGNoMb6O4uK8EDZLpSVZ1jKtqJwkfL6ZCOokcMMBjVpSWC09VHFM7EalX1XM1j2tAJ73FcABjVExM4rERER2zqyD2cte9IYZEvhiMYAWzeokf+OuS8ManI0qAEw3oWHVfewqh8TM9RnpGVrqg2yGdQQETuvREREbOvITpy17IlBTRpFXvrEoCYXghqE0V2qmmm1V9q7yHrJ1B2HziAGBjVExM4rERER2zqyDecte2JQk1l5BM0jcQY1ORHUABN91Yp7uAxP9ITTPz2MQQ0RsfNKRETEto7sw3mzaRZAUJNXjc4LAfgDc1dGwjEAYFCTI0ENYmdQvVjxbGzvwvhslz0VvAKvCQY1RMTOKxEREds6sgtnzqaZp6Bm6avwCZsENarBvu2vK4Oaub13k/DWrVO8uzvQHhKzWva00jWIBBjUEBE7r0RERGzryDacOZtGa5Cd+sjoRZXoNWxy6pMqNLL9dWVQM9chW8J3DCunPad5uL/1IoTlsqctaAzEAQY1RMTOKxEREds6sgfnzqbRGGRLA2x5YNscTGQ5qInCU1ukqMvTkDeNtf91ZVAj1UtfYgiNaxXvcPFJjAhMicPnKkn1GQY1RMTOKxEREds6sgvnzqbRH2Qb7krFtSlAhTuS5aBGINSxQ1GXYhz2xnCrXLiuDGo06pXWkdtb0Rw0kZQYRMOqVLNuGNQQETuvREREbOvIFpw9mwb6g+xgC1arrk9VPyaQGfH5r/C44jetQomE96f4juJ7q5r8ELhFLlxXBjVyvfSFTmHjohT7z8jLo+R9bBjUEBE7r0RERGzryB6cPZsG+oPsuAc1i1XX6AB6DYG0GWdRX7IEt1kENWnVpaAOnhi+khPXdd6DGnkfHxsGNVK99IXRXaqYqbXqGHyJ2NSyJ+XJUAxqiIidVyIiIrZ1hP9n735DpKjjOI4/Da1OK7KzxD+QWWhYiiCFqFGaSiih4rNTH10KkuaTOIPAO88H3vkofVB4F4HVg+6w0MMEzwetlBtRgp7gLXiHJ63k6uq4y+3c79Nw3oDuzbrezrnOn/cLvk/E25tdb8bd9/1mphxW0wQkKNzR6Y1TPF+j6V9ckK0xsPvVtrrW/XrvKFHR3X2e1cJD/TIaEYrXtRqhxp0PdDRjghdqirbLPyOra5PH93lZ9adOeJz2NEnLOjMSoQYAb14BAOD/OgRD9FfTjE9QGEzU6ynP12qx9vUOVrqSpqIoYdLfapHn17+tz87dlj9GhYIJcagxynZ+5PHaPK81Xbeq8DPke7v8y3Vrg9fPR80kTfReFUaoAfDY37wyDMMwTOyGUIMKV9MQavzcUcedyet0uDen0mzdSDRr6WSPr60oSuSU3D6rxGPM1ycnrmpQY2TfUm/31/p0yTTnMZbrSNqENNRIJtWsF71em7kHdNmWN2Nk/D3X6m/XWO8OVvo6S4QaAIQahmEYhiHUoDxW0wQq1MjIOr1VNSX3w1la1fiTkv03ZFnWvcmm1XO6XZ+v9IoqT2vmazMrjxK537T5udLHhGcWbFVr1wWlbw/KyIutfGZAl84d01e7P9bsmqLTZJL50IYar+v4uFOz/Esd/+eqMsP/RlmlU3+oo3Wb3p06xT0FyMdzrfp2efO4aLD31KoucVci1AAg1DAMwzAMoQblsJomeKFGjls6vcWNK37mac3e/buyFxv1jI8oYfce0BuP9P2e06tLVmrFyg+deV9vTZ1Y5u9P0oqubHhDTfF1fMqPu90+nmvVtsv/CjB3JuxQsiCJUAOAUMMwDMMwFU+MPliD1TRBDDVFFwOuaF7S0ua/ZMmRavIVaiSjfO83WjV5vI8p89XSPxTiUCOZGz9qWeBCjY/tGjNbfa0LH/q4k3b9LVsOQg2Ax835jWIg3jAzDMMwzGOYGNydBxKraQIdauSwB9SxZd7Y99VX1qkleVNGDj+hpph1UUfq3O3xOTWLVf/dZeVDezFhl5F1rkGzH/m5T9TctrSP51r17Sov3a65JR93jhp6CrqHUAOgOm8+AvGmmWEYhmGqcMrT8IpSgEjzMH1qqR19+tG8tn9VOVuZP9tVv+D5R4sfbUmlC0YPyHaOWl1Rs+2cBlWJIVmpMzq88z3VjjnOvK4V21v0QyKlrP0kX9ch9bXOH71967uVVyWM8n2/qGH5tPKrVhbtVdIyPp5r9berPEuJrSVO1ZuxX71DGkGoAQAgUkqsYuODIwAEVGxPobNzyly7ot5UypkrGsjkZGs82LLSl5Q41q6Wpibt3VWnVavrtLOxWS1tPyvRc115o5JM4Y7S/anh7epL31HByD+T1/W+80qc7NCR1mY1NjWofv0arVi/TQ3ONjY2H9bRE2eUvDSgjFWQCdTraiufuabe1Hi+JkaDN6/qfOJXdbQdVGNT0/DsO/S9jp88q/MDt2VX+lyrsF1+DKX2a7rHvj6j9YqMRhBqAACIFkINAIRHPFfTAHFV6uLF7+jQtSHJRagBACBaCDUAEA5OiOE6R0Cc5Lq1wWt/f7Ndad2HUAMAQLQQagAgHJzjNatpgNgwynau9bz1+rLOjO5HqAEAIGIINQAQfJzyBMTNdR1d/KzHPr9WHVmjBxBqAACIFkINAASbczzmlCcgZkz/Qc3w2uc3diunIoQaAACihVADAMHGKU9A3BTUs2eOxz5fq7rEXRUj1AAAEDGEGgAILk55AmJo8KzqJnjs9xN2KFnQaIQaAACihVADAMHFKU9A3BhZXZs89/kX9lzUkEYj1AAAEDGEGgAIJlbTAHFU6iLCc9TQU5AnQg0AANFCqAGA4CHSADF17bBmeu37Mw+qz8gboQYAgGgh1ABAsHCXJyDG0u2aV7zf18zX5q7/ZFQCoQYAgGgh1ABAcIxEGlbTADFmCjlZljUyORWMHo5QAwBAtBBqACA4iDQAgohQAwCAi1ADALHhHI855QlAIBFqAABwEWoAIBbuu3gwx2QAgUOoAQDARagBgMhzIg2nPAEINEINAAAuQg0ARBqRBkAYEGoAAHARagAgsog0AMKCUAMAgItQAwCRxG24AYQJoQYAABehBgAip0ykGT4uA0CQEGoAAHARagAgcrgNN4CwIdQAAOAi1ABApDjHXG7DDSB0CDUAALgINQAQGVw8GEBYEWoAAHARagAgEog0AMKMUAMAgItQAwCh5xxniTQAQo1QAwCAi1ADAKFGpAEQBYQaAABchBoACKWRW3ATaQBEAqEGAAAXoQYAQucRIs3wsRcAwoJQAwCAi1ADAKHirJJhJQ2AyCHUAADgItQAQGgQaQBEFaEGAAAfHxKeVKhx/j5xB0BsEWkARBmhBgAAH6tj3A8DzvgPNeXjzPDXO8OHEACxVXQcZZUigMgh1AAAME4XsHTjifPnfkJN8fdwAw2/KQYQa86xkEgDIBYINQAA+FDuLiOn/mfvflKjCKIADt9EIS4UXIgXEMS9BxAF8Rhew1V2Ii70IIIrd4JrQV2JgrrxD+UjVDATM5kJNdPUq/o+aIgSSWZhw/v16+66bbMuuNRj5Xvi6+PNGSv9AN7sBExGqAGA9uck7PLw3AWA1fOsSANMRagBgDZCDYCHBgMINQDQixgSRBqA3T+PxjkRmJJQAwCJtmoMJcDo4jznfAhMTagBgERbNQCjOrFF481OwNSEGgBIslXj6jEwqm1jd4QckQYYnlADAEm2agBGc2KLxpudAIQaAMizVWObBhhNnNecAwGEGgDYr7jia5sGYPMWjVudAIQaAFhkALFNA2CLBkCoAYBexBVg2zQAtmgAhBoA2EKqrRpXlIHs6haN124DCDUAsEairRqArLzRCUCoAYBuxIBimwaYli0aAKEGALoTV4ht0wBTqYHGFg2AUAMA/YmrxLZpgCnUQGOLBkCoAYC+xRVj2zTAsGqgsUUDINQAQA5x1dg2DTCcE4HGK7cBhBoAyCUGFNs0wBAi0IjPAEINAOQWV5ENNEBqNdDYogEQagBgDDGw2KYB0hFoAFYJNQAwiBhabNMAaQg0AGcTagBgIDHE2KYBuibQAJxPqAGAgcQgY5sG6JJAA9APoQYAFhSDjW0aoAsRWQQagA4JNQCwoBhubNMAjdrPQxFbBBqATgk1ALCwGHZs0wD/dBxnBBqAVUINACQXw83xcbQ5E8fKsBRfH/3d8RHfZyACdnX+EWgAEhJqAKCjK9enhiS3RQEt5yCBBiAhoQYAlrpq3R5tDE/Apjgj0AAkJ9QAQPtgtK/D67yBvUbi+LcCDUBnhBoASBRo3BoF2J4BGJtQAwDJAs2pwy1RMAFxBmAeQg0AXPSV2u1bMKffBOV2KMCtTQAINQCw/VXs9iizhbZ4U38mkFecA2zPAExOqAGAcwam9ijTrsabiwxuBjRIpIYZcQYAoQYA1okw0uUtR73+XkDT1oxbmwAQagDgnBjS9dXrOuCJNZDEmjBjewYAoQYAtog0aQJIpt8VZlPDjDgDgFADAA3hI92gJNZAH87YmhFoABBqAKAheKSOHfG7ecAwrMi5NXPi4eT+zwJMSqgBYHoxEA1xNXubWAPs/A1sHggMgFADADscvNJu0awTA9+5AyHQz+1M4gwAQg0ArEaN4TZQRoxPsEiUWd2YsTUDwP+EGgBY4lah5YNGHQj3+dk8rwYuFmVszQDQBaEGgGm1R5r2LZ4aTdwCBfuMMusf+ushwAB0R6gBYEobNk72+XMXiyYxLNqqYSoboozbmQBIQahhAb/LlzeH5dHNa+XO0w9lXH/Kp6d3y8HN++XJ68/xJ6BnvWzT7DuaxGfpfqvGrSFkiDJuZwIgBKGG9L6Xd4f3y/VLl8vB1YflxcdfZWR/Pr4s967GZ710o9w7fFt+FKBHES82RZphQk39mV1u1dQhO+1Dm/ln1ChjawaA/wk1pPa1vH58uxwcRZoH5dn7n2UGv98/r7HmSrn1+FX5VoC/7N3vTxx3YsfxP6Ct+h9cFWwMFpeDJD77cBIKiY7GjUsUxdSOLSvUTnSOlSi2SCULxzr/uiqYKq7tB8ZWK0EUFafNQaus1VNqny646UEiUCQbeXkAqkEBEpR1woID++vTOd9izy4ss8Cy+52Z90uaJxHZnZ2MdPq+7/vDJFksefJcqLE+26hZNckBt3Eze2AGU6IMYQYAsDhCDVzLFml+VKNjfdPyk9jQRT33I2INYKJkqMkUSzwZapx+t00+Ag3Hhfuc9R7YT12yBxmiDAAAhBqsjWn1H52PNBXaH5iU/8QV7j6iTfOx5ujnLIMCDOG05MmrocbhuwsSaKyLZU8elRZi0mMMUQYAAEKN2aLhrzTwu3/X5ZOHte/5Sm38w+DeiKtIjz9Tr4NNrfpN8HvFlY2IRtr3qmw+UJz8UnPyqzkNn9+efJbl2t0+rJgAOPD8rBKHWFKQ32/983x9H7NpPKSgs2Kcj8gmygAAXItQUzCzmuj7SC0Nf2lQmMl0JUNDx6hjrJnpO6mq+X/n5/+sEb8ffZSYUNeuct8uAQNMYw3eHPZp8Xaosb4jH7/f/pwJNS5mCzHGxRiiDADAywg1eZfQ3MgnOl33qCEBZhnXT85pWEsIBbS/ZP7v69X+lbdPeMqa/bmUHNDVkN/rFZCZ15c9eT3ULBFoWPZkKFNnxRBlAAB+RqjJq4hGO9/SU6aEl+Vem1s1mtXMkfV6rnVY5Ih5MX3T8fLD5/jCh/omIQB5Zg3sfB9qlohVaxlojDpxyg+SIcMeYYzZKybL94IoAwDwNUJN3sQVChxQWUr8qNLBix+r99ZtDQaDWVy/Vcsz6xaJKFvU2Pml7e8crsFRTYbDCt8d1/D9f3ZTvZ98qEtNe1VVnCHS2JbtOIaIp88qyGSaVIlRtdeuTz6jUr3UMSZaDbCAp097MiXUOHx/LjYIZtlTfqKLa8JLFjGGIAMAAKGmAGY+1RsltvDx2Ktqvz2tZYnf0ql1i0WUN3VjVrkR/l+987Oi1M8vfl6ne75TRqH/0O4Hf79ZjT3sw7KYuf7j2vTgOTWoiyVQQD4Zc+pQNqHE5A2F0wINoYbwkinEMDMGAABCjdlit1tU+aNSPVXfqAv/FVQ4ruUbb1PNYrNdajs0qVy5q6v1Gx5El10nOjUQjimzKd04uMl2L+0aZ6pIBiFd3bXxwbMqO/gpR3YDNnkIJEYsv8ki1Bi5T01aoCHUJKVFF9ctM2JWDAAA5iHUuMhs95uLLkuqaL6thHIloZmhXv1P///p27m4nMSCLdrCbJoMnJ5XtVqCEQF4wPMbCbsx1OQo0OTtN1ufmX5liinpYcV+eW6GC7NiAABwD0KNa0Q0cGLLIqGmQo0995Rn9hkizKZZlgld+av1vnxmiclO7SmxfnPJPnVNxgSkcV2oyRACHK6M0cM2EF7WlctnkY9AY7+IJgbFGGbFAABgDkKNa4ypvapokVBzQNdn5CAfs0M2ak8gJDibuXYgZSPopv4f5AfhQEPyN2/QrsBdAYtxw2lHJoaC5CA7J7N6rMvI38i18pkw1kWIAQDARQg1bhEO2DbstV0vdCokB/mYTfPIW7oxK2Qj2qemUtt/w10BTcn7CDVwUKijuZe7Ea8RA/EMg3NP/A6uzNHFuuzRhfACAIBHEWpcItLztooXhJoi1bSNqRASY+3aZruX8hM3xWKWbM1p4ESl7b/jNl0e9f7TI9RgSYbty5KBEQP3XOz5Yv2dEffrx4vZLgAAgFDjCVENNlctsuyptkAD/Ih1P9W2+6jUqVtzQvZit06p3Gehi1CDjFwUakxfEsSMGma7AAAA9yPUuEKG/Wl+el7DCeVf7KZOldnuo+yUBrxeGdb6GZYeU39UnkaowVLcsvTJ5JkoViBYdaixYoOrI47DJsTpmxZnCiuEFgAAsCRCDaTJDtsyo3zPwnBehrXhSL/nZ4Pk3qz6j2wy5PQuWQg18L5cHRFt/X3mk4mcL4fIsLLLuqecHhGeDBj5iEuLXUQTAADga4QaF7CdEmTAcqN76j1U4avAsFZmu99M+W9afKhXEXkXoQZLc0+ocbC6SJJkyglYOQo2xjx7AAAANyDUGM8eRgxYbhTrV1OR/V7+TlfDQi5O8nrkbfV6uNQQalAw9kDivE+Nb0ON7TlkCjaEGgAAAIlQ43v2MGLAcqNE8Iwq7PdS1aYJYWXu6PLmv/DNpsyEGjgh1NxRPljBxWmPG6dgQ6gBAAAg1PiX7XQgA5YbxTXRtt2IYOQNtn1qkldlq3cHLYQaFI7ziU02hJo8nBxl/04AAAAQalwkquFzz/5xcGvEEpmQru4sTd5HrgfcQbUUJz93NVd9QGHHo84rV/TZuQ8MCd3tfDn1O+o65dWE4a1Q48f31f2sKGDEzI4lQo0rvz/LYGPEbCYAAAA3INSYLDGkCz+9P+gyY9PZSK8aH7HfS7UuDMUY+K5GsFkbjYhwFkIN76vHWSGCUOOwkfAqQxihBgAAgFDjcaOtqlww+Pqx9l/7XmkKdD+v6foMA99V1gvtSvmOWl0e9eZiMkKNB95XD8hinxpfhppc/n4r2LBPDQAAAKHGi+z7wZhxytLMtddS76W4WYPKlUndeK9ZLc32612deOXJLAakT2rfL9/947/TEdScw3Od7D6rxle26ymngXb5s/rb+nrteuWwTt2/n7O6EvxhjQf8G7Xv2pS8yFuhxq/vq/v5PdRY35G3vWKsz2RWDQAAAKHGS8bUXlW0cDD2QqdCKoSYRltrnWYD5F58VFd2ljsMfNep+syAolqmSJ/eKUv/rC3ad/Ezjd6LKz++VVfdel9sKOytUOPX99X9llr+9ICHQ43DRsJr9Z2EGgAAAEKNB4y3qWaRAd62jq9VGNO68YtHC3Pi09yXOr11ncPgt1x7OieUULbmNHx+u8Nn5MM99R6qSL2PX3RrVt7ji1Dj+ffVG5xOIPJyqDExErH8CQAAgFDjAjGNtm6zDchyfzlvBuw8w+fxc8PKm1BA+0ucfk+NjvVNy1lEI+17VZY26N3dPpyP8OS8B0lVmybkPb4JNZ5+X70hGSt8F0usUGLE8eTWfTCrBgAAgFDjMrbTntb0Kj2m/uiy91Ip2GA7evusqp1+U8levT8SUWZxhX9/XFVpM5Wqjn6uGRWC/Yhu+94/3uOrUOPZ99UbrCCy1DIcT4Ya67MLPJPIOdgAAACAUGOsxNB5Va51pCl+Xr/qn17J6UQFHGzHNXXtLZU5/batx9UTjmsxczffVVXa3286/KnCKgh7wLBdDboaluf4LdR49X31CiuWLBUuPBdqrO80LtTYgg3LnwAAAAg1JpvTwInKNY00ZXVndGMyuspjpCvVEowq/yK6c2mH8++s+xfdiSpFbOQD7S5JexY7P9BIVAUVv3VSJYQaj/Le++oVthkmxkQT6zvXKoQYG2lsCDUAAACEGkNF+9RUunAgV9n8hb4PhxW+O67hYFCDWV839d8naq3PeEx1h86pq29cc1qBoXN63IhQI8t36mmqcQ5Sr1/TlJKmrumN9Of684sajqrwgs3aaMyzJdTwvvqHFUwclkDl9XvXcvNkV4QaAAAAEGqMNNv9looXDOL2qCuU0BL8FxOiw3o/y2OQIzOf69jWdYssNzHkSGPTni2hhvfVJ6wZHE4RI2/fa32Xr2fTAAAAgFBjqO91veHHCwZwxa87Hdfs05hgG9Bmvjbo8fINaRu47lPXpEHn5Zj4bAk1vK8+YZvdku/lSPcv6/vX8juYTQMAAOBChBqThDr10iJHaLcEI3KS/5jwkq5MJlRoiclO7bHv45HlKTtGGW1VpQGhZu7WBb1Yfv8Idndfjx3Qr8fMDF2eeF89Jm12i6eOjSbSAAAAuBOhxhgxjbZuWzhQe/qSRhMqHHuoMXTDW9vJOA5XjY71Tcs4RmzUHNVgc6UZoSUHV2WruZuSuv599SAvzjxZ5DdxFDYAAIBLEGpMEbutlifSB2obtScQkhEWhJrtah83Zc+MuEKBAypznGnRpN4ZmWe8TTXMqPHFjBpPvK8e5aVYs8Rv4RhsAAAAFyDUGGLRTYRLj6h3VmYwfh+VOQ2f3+58ss7OD2VMX3LNs2WPGt5Xf7ACh9MyKKMjh3Vvsu7RM8EJAADArwg1RphU1wsbFi7fODekhAzhipjwjbp2bnQ8Waeq6TMZsmrLRc+WUMP76g/J0OG62GHdkyvvGwAAAIQaIyWGzqvSxCO5XRYTZvpOZrn3R7l2tw/LmHN0Fjzbal0YMubuCDW8r76TDBuumF1jm0Xj2U2RAQAA/IZQU3DT6j28eeGSh8M9MmXV0+Ib3m5SU785dxgb+UC7nU7TSQtNjd1mxIL4rZMqMXSjZkIN76sf2U6CMnqWSnIWDZEGAADAYwg1hTYV0B5Tj+RePNSYN9ieuqY3StNC11+/pL9xHAjv0OU7ERWQPWDYrtd03YObyBJqvPG++okVOIyMNVZIMvbeAAAAQKhxuaiGzz27cED2QqcMOevJJqiWYvt9rteLnd+q4MKf6Z2t61Kf39aT6p+JKvz7485LS0rf0vWpuBzkN9QUN2tQ3kOo8cb76jdW6DBqdo1bZvsAAACAUONOsz1qLE0fjG1WY8+0zDOm9qrUo5s3NgdVUNFhvb+zfImBbEQj7Xudj0F++qyCURVIVIPNlan3U9WmCXmP70ONJ95Xf8oQa5wiyf3LCiurijLJ2TPzM2iINAAAAD5AqCmYhKYC+xYZhF3SqEF7CD90T72HKlLutfhQryIqkMSEunalDXpL9ur9kYhSTav/aI3zMcgNAYWUzofPlVDD+4rVxxrneLPyKON8GbHJMQAAAAg17hO7rZYn0gdgG7UnYOrwK6bR1trU+63t0KQK4Tv1NKUPZp/V6Zv3HAbJDscgn/xSc8q3b9VVtz71WPZWbw6y/BtqvPS+IhlscnU5RRlm0QAAAPgQoaZAZnuOLFzi8ESLBg0+g3e2+83U+113UgNx5VlEdy7tWP6JOHNf6vTWdY7HIO/pnFBCafK698+jOtht4tI3Qg3vKxYJNkZcphwVDgAAAEKNEeLhoH5z/rDqyotUVHpEvbNylhhVe+16F82mSRpvU03KPb+srrsJ5U9U4x0NaYGrXLvbhxVTFkIB7Xc8WadGx/qmZZPn07S2q33cm5vF+i/UePB9hd38UiYCDQAAAAg1RoiH1N+6T5tSBk3rta1tVImVzKapbde46f/XeKxfTUX2+96iU7ciyo/4IqfirFP1mQFFlb3Y0EU9l2HQm753SF4Em7XR/t1FR9Vv8KwqQo3P31cYEWwINAAAAN5GqFmJuUFdrs+0h8QOXb4TWeZsmif1Tv+MzBfS1Z2lKQPPbR1fKx+it8+qOn2PjqbPFF7JALr7iDY5DX63HldPOK61ldDdzpdTv3dnQGF5k59CjTffV2R7UpMVbYgzAAAAINTkz5wGTlQ6DJqO6vpkNOvZNJuavnDJpqBxTbRtz+sJRfF747r10duqWvCcG9QViudg35DMV9nODzQS1RqaVf+RTbbvLFJN25i8yg+hxtvvK1Yx28Z2mpNzkJm/rH+POAMAAOBDhJpli2uyw3nQVFTyok4HggrHF8ymcfXgKhE8owr77/zJOQ0rBya79U/NzWqxrjNHDmh3/Q7V/azU4TlXqLb+gJr+NZhl6PpBgx1n739Hyy8b9JTtszJdj9f/vay/T73e69akcuGOLm9OPQnowpCLXgY/hxpfvq/IFSvCcKw2AAAACDU5NdujxtLk4MjpKq/T4ZMXdeXjj/XrE3Wpkaa+VcF7cpcF+9S8pCuTidzt1bKSqz7b5UJ3dbV+g9PnOV/FzRpUDkx2aJv9c8tOacCj+9N4LtT48X0FoQYAAAAWQo2x5m6+q6oVD57WqepwQOOunDxxT72HKmy/pVS7AyEGvjk47rz8xE15uNMQalz+voJQAwAAgPsINeaKavyjAxk2+XRYEnVtzNUD8kjP2yp22KcmlwPfkuL1Hhz4pgevSp265Y6digg1fnxfQagBAABAEqHGbAnNBP9Njc9szGKwVKvGtl5NzJl+BncWYjd1qsz22x55W72cDryCJWT+WfbkuVADEGoAAABAqDHZrCb6/lOXml7Vc+VFtv1patVwqFnvXw8q5MplTplENNhcnbJJamOP2zbbKazYrVMqt4W8ynND8kDCI9QAhBrzJSL6bvyOhoaHreuOxqY89T/QAADAAwg1WJHEWHvKRrjFr3drVsjOD+o/ssUWunboymRcXkeoAQg1hfeVLhb/Sdqz/1M92va1AAAATEGowQqFdHWXfcnXAV2fEbIxc037fRi5CDUAoabwhvWrP1/47P/sH4YFAABgCkINViwWbNGWB8Fhg17qnBScJBTq3GMLXNVqCfpjgx9CDUCocUCoAQAAINQgp7NqnmjRoMc3xF212G21PGHbRHhXQFPyh4fHkT+qg93TAvyKUJMZoQYAAIBQg1WKDV1Q9YPZIZvV2MMAfCmzPUdU9uB51enyiI82sYyO6beX3tM/Xvqdxn30swFCjUkINQAAwHyEGqzStHoPb344Q6S2XeNeP75opRKjaq9d/+BZlR3u8cXeNAAINeYg1AAAAPMRarB64U/0asn8LJFNeqPbL4t5liOhqcC+h0Gr9LBusPky4EuEmswINQAAAIQa5ERcocCBh0t6Hjuu/jnBbu4LvfPYfMyq0P4AGy8DfkWoyYhQAwAAQKhB7kzqakNFMkSsU/WZAbENybyIhs8993DJU0NAIQHwK0JNZoQaAPj/9u43tq76vuP4s5WVpPmjqSjNJgHtorCVAV3UimqNKGixoRVC4s9YJ7Yse5QmUiGEVqsSbZNIQFMh0SQaNDESqk3pmEaiPWisipVmG2EIl1VBWwKaXcVpnNZImDq52PjenE9Pi50G+zrBduyca79e0u9R7v3l/K4fWH7re88BEGq4mGoHs3Hl6NTImnzjiDuwpFQ/siM3+coTINRckFADACDUMJNR4nM7cnS+j9XU/zff+NzHxStAqKkEoQYAqD6hhouskTefW3f2fjWrHjiYU5mv+vOfD9w4Emmuy58895N4IBYg1ExIqAEAEGqYGUM5+rdrzgaKLz3TnUbmm3pO7l07Eqw+kfa/e30efgaAUFM1Qg0AUH1CDTPk7fz31z8/EmtuzIP/0Z/540xOvfTXWT1yY+XVX39xHk8VAXMy1DTeTa3/ZLpP9qf2Tj1FLpYi9XdqGeg7nq7uY+ntP/3e/kINADCPCDXMUqz5fLa89HbmviK1H2wTaYAWCzX19H73iWzZcG/a2m/NbWu/msf+pStDYyNKX2d2b7oly8Ze/6Jr0rbx6RyuFZmsovbjdO5/Ipvv++zIvs3W8qy67y/zzf0/zMmh4hKGmlqOPrvz7OfUdveGbNmxL0drxdR/Zxzem0e2bshdv9iv/d6s37ozz3YPBgCYv4QaZthguvfcl9+dJzfT/dXNlK/Ll/a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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Batch normalization is usually pretty unnecessary in smaller networks. It's main purpose is to make training deeper networks faster and easier. Once batch normalization was introduced, much work went into designing deeper and more effective architectures. Two examples from ResNet are below. These are called residual architectures, so called because they compute a residual value $f(x)$ to add to the input value of the representation $x$.\n",
    "\n",
    "<div>\n",
    "<img src=\"attachment:resnet-e1548261477164.png\" width=\"500\"/>\n",
    "</div>\n",
    "\n",
    "The first example is a standard \"ResNet Block\", which is still in wide use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(tf.Module):\n",
    "\n",
    "    def __init__(self, filter_num, stride=1):\n",
    "        super().__init__()\n",
    "        self.stride = stride\n",
    "\n",
    "        # Both self.conv1 and self.down_conv layers downsample the input when stride != 1\n",
    "        self.bn1 = tf.keras.layers.BatchNormalization()\n",
    "        self.conv1 = tf.keras.layers.Conv2D(filters=filter_num,\n",
    "                                            kernel_size=(3, 3),\n",
    "                                            strides=stride,\n",
    "                                            padding=\"same\")\n",
    "        self.bn2 = tf.keras.layers.BatchNormalization()\n",
    "        self.conv2 = tf.keras.layers.Conv2D(filters=filter_num,\n",
    "                                            kernel_size=(3, 3),\n",
    "                                            padding=\"same\")\n",
    "\n",
    "        if self.stride != 1:\n",
    "            self.down_conv = tf.keras.layers.Conv2D(filters=filter_num,\n",
    "                                                    kernel_size=(1, 1),\n",
    "                                                    strides=stride,\n",
    "                                                    padding=\"same\")\n",
    "            self.down_bn = tf.keras.layers.BatchNormalization()\n",
    "\n",
    "    def __call__(self, x, is_training):\n",
    "        identity = x\n",
    "        if self.stride != 1:\n",
    "            identity = self.down_conv(identity)\n",
    "            identity = self.down_bn(identity, training=is_training)\n",
    "\n",
    "        x = self.bn1(x, training=is_training)\n",
    "        x = tf.nn.relu(x)\n",
    "        x = self.conv1(x)\n",
    "        \n",
    "        \n",
    "        x = self.bn2(x, training=is_training)\n",
    "        x = tf.nn.relu(x)\n",
    "        x = self.conv2(x)\n",
    "\n",
    "        return x + identity"
   ]
  },
  {
   "attachments": {
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     ]
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For non-residual, non-nested function classes, a larger (indicated by area) function class does not guarantee to get closer to the “truth” function $f^*$. This does not happen in nested function classes, like a residual network.\n",
    "\n",
    "![functionclasses.svg](attachment:functionclasses.svg)\n",
    "\n",
    "When building a network out of these blocks, ideally, a convolutional layer or two would preceed the ResNet blocks to get the number of channels in the representation to be large enough to carry a significant amount of information (typically 32 or 64). Then, to downscale the height and width of the data, every few blocks, the stride is set to 2 while the number of channels is multiplied by 2.\n",
    "\n",
    "Another block that can be used in very very deep networks (this was introduced for 100 layers or more networks originally) is the Bottleneck layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "EXPANSION_FACTOR = 4\n",
    "\n",
    "class Bottleneck(tf.Module):\n",
    "    \n",
    "    def __init__(self, filter_num, stride=1):\n",
    "        super(Bottleneck, self).__init__()\n",
    "        self.stride = stride\n",
    "        assert filter_num % EXPANSION_FACTOR == 0\n",
    "        \n",
    "        self.conv1 = tf.keras.layers.Conv2D(filter_num // EXPANSION_FACTOR, kernel_size=1, padding='same')\n",
    "        self.bn1 = tf.keras.layers.BatchNormalization()\n",
    "        self.conv2 = tf.keras.layers.Conv2D(filter_num // EXPANSION_FACTOR, kernel_size=3, strides=stride, padding='same')\n",
    "        self.bn2 = tf.keras.layers.BatchNormalization()\n",
    "        self.conv3 = tf.keras.layers.Conv2D(filter_num, kernel_size=1, padding='same')\n",
    "        self.bn3 = tf.keras.layers.BatchNormalization()\n",
    "        \n",
    "        if self.stride != 1:\n",
    "            self.down_conv = tf.keras.layers.Conv2D(filters=filter_num,\n",
    "                                                    kernel_size=(1, 1),\n",
    "                                                    strides=stride,\n",
    "                                                    padding=\"same\")\n",
    "            self.down_bn = tf.keras.layers.BatchNormalization()\n",
    "\n",
    "    def __call__(self, x, is_training):\n",
    "        identity = x\n",
    "        if self.stride != 1:\n",
    "            identity = self.down_conv(identity)\n",
    "            identity = self.down_bn(identity, training=is_training)\n",
    "\n",
    "        x = self.bn1(x)\n",
    "        x = tf.nn.relu(x)\n",
    "        x = self.conv1(x)\n",
    "\n",
    "        x = self.bn2(x)\n",
    "        x = tf.nn.relu(x)\n",
    "        x = self.conv2(x)\n",
    "\n",
    "        x = self.bn3(x)\n",
    "        x = tf.nn.relu(x)\n",
    "        x = self.conv3(x)\n",
    "\n",
    "        return x + identity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Homework\n",
    "\n",
    "Please do two things for this one:\n",
    "1. Write a few sentences about the differences between the `ResBlock` and `Bottleneck` layers above. Why might the Bottleneck block be more suitable for deeper architectures with more layers?\n",
    "2. Write some python code which builds a network using the general structure described above and either ResBlock or Bottleneck blocks. It doesn't have to be a full set of code that runs, just a function or class that builds a network from these blocks. You might find this architecture useful for homework 1.\n",
    "\n",
    "On Canvas, submit your python code in a `.py` and your short write-up in a `.txt` or `.pdf`.\n",
    "\n",
    "I'm expecting this to take about an hour (or less if you're experienced). Feel free to use any code from this or previous hackathons. If you don't understand how to do any part of this or if it's taking you longer than that, please let me know in office hours or by email (both can be found on the syllabus). I'm also happy to discuss if you just want to ask more questions about anything in this notebook!"
   ]
  }
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